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Lassi Meronen

2 accepted papers

2020

Stationary Activations for Uncertainty Calibration in Deep Learning

NeurIPS 2020poster

We introduce a new family of non-linear neural network activation functions that mimic the properties induced by the widely-used Mat\'ern family of kernels in Gaussian process (GP) models. This class spans a range of locally stationary models of various degrees of mean-square differentiability. We…